IBM / AssetOpsBench
AssetOpsBench - Industry 4.0: A unified benchmark and framework for building, orchestrating, and evaluating domain-specific AI agents for Industry 4.0 asset operations and maintenance, with 460+ scenarios, 5 specialist agents (IoT, FMSR, TSFM, Work Order,...), and multi-agent orchestration blueprints (MetaAgent, AgentHive) over MCP.
Why this job: says: multi agent, agent orchestration; topics: llm-agents
Get started
No single install command. Read the steps in the README (opens in new tab)
- Maintenance
- Active
- Last commit 28 days ago
- Stars
- 2,416
- +7 this week
- Licence
- Apache-2.0
- Allows business use
- Downloads for
- None listed
- No release files
- Latest version
- None yet
- No releases
- Built with
- Python
- 59% of the code
Is it looked after?
- Contributors
- 3
- Last 90 days
- Issues
- 96% closed
- 9 still open
- Pull requests
- 273 merged
- 62 waiting
- Releases
- None
- Never published
- Contributing guide (opens in new tab)
- Security policy (opens in new tab)
- No code of conduct
More: languages, topics and project record
Languages
- Python 59%
- Jupyter Notebook 41%
- Shell 1%
Topics
- llm-agents
- model-context-protocol
- time-series-forecasting
- condition-based-maintenance
- hvac-maintenance
- iot
- predictive-maintenance
- ai-for-physical-assets
Project record
- JobAgent frameworks
- StatusListed
- Commits1,137
- Forks359
- Watching13
- Stars in 28 days+75
- CreatedMay 1, 2025
- First seen by usNov 7, 2026
- CheckedNov 10, 2026